AI Citability Scoring Skill

AI Citability Scoring Skill

What Is This

The AI Citability Scoring Skill (geo-citability) is a content analysis tool for the Happycapy Skills platform. It evaluates web page content to determine how likely it is that advanced AI systems-such as ChatGPT, Claude, Perplexity, and Gemini-will extract and cite specific passages from the page verbatim. The skill provides a quantitative citability score (ranging from 0 to 100) and generates targeted rewrite suggestions to improve the extractability of answer blocks. This approach is based on recent academic research that highlights distinct content structures preferred by AI models when generating direct answer snippets.

For more technical details and source code, see the geo-citability repository.

Why Use It

Traditional SEO focuses on keyword optimization and user engagement, but AI-driven search and answer systems have different extraction criteria. As AI language models increasingly dominate informational queries, having your content cited directly by these systems can drive significant visibility and authoritative traffic. The AI Citability Scoring Skill helps content creators, technical writers, and webmasters optimize for this new paradigm-called Generative Engine Optimization (GEO). By ensuring your content contains AI-friendly answer passages, you increase the likelihood that large language models will surface your information in response to user queries, benefiting both brand visibility and topical authority.

How to Use It

To utilize the AI Citability Scoring Skill within the Happycapy ecosystem, follow these steps:

1. Install the Skill
   Add geo-citability to your Happycapy workflow as defined in your pipeline configuration.

2. Run the Analysis
   The skill can analyze local text files, web content fetched via URL, or content piped from other tools. It uses a combination of reading, searching, and basic content manipulation (using tools like Read, Grep, Glob, Bash, WebFetch, and Write).

   Example Command

   bash

   happycapy run geo-citability --input my-article.txt

3. Review the Score and Suggestions
   The skill outputs a citability score (0-100) based on a rubric that includes answer block quality, self-containment, fact richness, and question targeting. It also provides clear recommendations for rewriting or restructuring your passages to maximize extractability.

   Example Output

   plaintext

   Citability Score: 58/100
   - No self-contained answer blocks found.
   - Add a 150-word summary paragraph that answers a common user question.
   - Include specific statistics or named entities for higher fact richness.

4. Revise Content
   Apply the rewrite suggestions to your content and rerun the analysis until you achieve a score that meets your goals.

When to Use It

• Before publishing new articles: Ensure your content is GEO-optimized for AI model citation from the start.
• During content audits: Evaluate older pages and update them to increase their chances of being quoted by AI systems.
• For high-impact topics: Apply the skill to pages targeting competitive queries where AI answer visibility can drive significant traffic.
• When optimizing for AI answer boxes: If your goal is to appear in AI-generated answer snippets, use this tool as a core part of your workflow.

Important Notes

• Scoring Rubric:
  The skill uses a multi-factor rubric, with the "Answer Block Quality" category accounting for 30 percent of the total score. The main factors include:

  • Presence of clear, quotable answer passages (ideally 134-167 words each)
  • Self-contained explanations (no reliance on previous or following context)
  • High fact density (statistics, dates, named entities)
  • Direct answers to common or anticipated questions in the first one to two sentences

• Content Requirements:
  The skill analyzes English-language content only. It does not support non-Latin scripts or emoji.

• Optimization Recommendations:
  If your score is low, you will receive actionable suggestions, such as:

  • Adding standalone answer paragraphs
  • Increasing fact density with precise data
  • Rewriting introductions to explicitly answer likely user questions

• Integration & Extensibility:
  The skill is designed to be modular and can be integrated with other content quality or SEO skills within Happycapy.

Example:

Optimizing an Answer Block

Suppose you have the following passage in your article:

Our company was founded years ago and offers several services. We serve clients worldwide.

After running the geo-citability skill, you might receive a suggestion to rewrite it as:

Acme Corp, founded in 2016, is a global provider of cloud infrastructure services. As of 2024, Acme serves over 15,000 enterprise clients across North America, Europe, and Asia. The company specializes in managed Kubernetes, scalable object storage, and multi-region networking solutions.

This rewritten passage is self-contained, fact-rich, and structured to be easily extractable by AI models.

By using the AI Citability Scoring Skill, you align your content with the evolving requirements of AI-driven search, ensuring your expertise is both visible and quotable in the new era of generative engines.